Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 24 |
| Missing cells | 8 |
| Missing cells (%) | 1.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.3 KiB |
| Average record size in memory | 184.0 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 7 |
Measured Composition (%).Al has constant value "" | Constant |
Measured Composition (%).Cu has constant value "" | Constant |
XRD.Phase has constant value "" | Constant |
Elongation (Average) has constant value "" | Constant |
Target Composition (%).Co is highly overall correlated with Target Composition (%).Fe and 9 other fields | High correlation |
Target Composition (%).Fe is highly overall correlated with Target Composition (%).Co and 4 other fields | High correlation |
Target Composition (%).Ni is highly overall correlated with Target Composition (%).Co and 4 other fields | High correlation |
Measured Composition (%).Co is highly overall correlated with Target Composition (%).Co and 9 other fields | High correlation |
Measured Composition (%).Cr is highly overall correlated with Target Composition (%).Cr and 1 other fields | High correlation |
Measured Composition (%).Fe is highly overall correlated with Target Composition (%).Co and 4 other fields | High correlation |
Measured Composition (%).Mn is highly overall correlated with Target Composition (%).Mn and 1 other fields | High correlation |
Measured Composition (%).Ni is highly overall correlated with Target Composition (%).Co and 7 other fields | High correlation |
Measured Composition (%).V is highly overall correlated with Yield Strength (Average) and 2 other fields | High correlation |
XRD.Lattice Parameters is highly overall correlated with Target Composition (%).Co and 4 other fields | High correlation |
Elastic Modulus (Average) is highly overall correlated with Target Composition (%).Co and 6 other fields | High correlation |
Maximum ∂2σ/∂ε2 (Average) is highly overall correlated with UTS/YS Ratio (Average) and 1 other fields | High correlation |
UTS/YS Ratio (Average) is highly overall correlated with Maximum ∂2σ/∂ε2 (Average) and 1 other fields | High correlation |
Ultimate Tensile Strength (Average) is highly overall correlated with Target Composition (%).Co and 3 other fields | High correlation |
Yield Strength (Average) is highly overall correlated with Measured Composition (%).V and 2 other fields | High correlation |
Target Composition (%).Cr is highly overall correlated with Target Composition (%).Co and 5 other fields | High correlation |
Target Composition (%).Mn is highly overall correlated with Measured Composition (%).Mn | High correlation |
Target Composition (%).V is highly overall correlated with Target Composition (%).Co and 7 other fields | High correlation |
XRD.Phase has 1 (4.2%) missing values | Missing |
XRD.Lattice Parameters has 1 (4.2%) missing values | Missing |
Elastic Modulus (Average) has 1 (4.2%) missing values | Missing |
Elongation (Average) has 1 (4.2%) missing values | Missing |
Maximum ∂2σ/∂ε2 (Average) has 1 (4.2%) missing values | Missing |
UTS/YS Ratio (Average) has 1 (4.2%) missing values | Missing |
Ultimate Tensile Strength (Average) has 1 (4.2%) missing values | Missing |
Yield Strength (Average) has 1 (4.2%) missing values | Missing |
Measured Composition (%).Co has unique values | Unique |
Measured Composition (%).Cr has unique values | Unique |
Measured Composition (%).Fe has unique values | Unique |
Measured Composition (%).Mn has unique values | Unique |
Measured Composition (%).Ni has unique values | Unique |
Measured Composition (%).Co has 1 (4.2%) zeros | Zeros |
Measured Composition (%).Cr has 1 (4.2%) zeros | Zeros |
Measured Composition (%).Fe has 1 (4.2%) zeros | Zeros |
Measured Composition (%).Mn has 1 (4.2%) zeros | Zeros |
Measured Composition (%).Ni has 1 (4.2%) zeros | Zeros |
Measured Composition (%).V has 1 (4.2%) zeros | Zeros |
Reproduction
| Analysis started | 2025-04-24 18:45:05.503406 |
|---|---|
| Analysis finished | 2025-04-24 18:45:42.290006 |
| Duration | 36.79 seconds |
| Software version | ydata-profiling vv4.5.0 |
| Download configuration | config.json |
Target Composition (%).Co
Real number (ℝ)
HIGH CORRELATION
| Distinct | 9 |
|---|---|
| Distinct (%) | 37.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.166667 |
| Minimum | 8 |
|---|---|
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 11 |
| median | 16 |
| Q3 | 28 |
| 95-th percentile | 36 |
| Maximum | 44 |
| Range | 36 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 10.90539 |
|---|---|
| Coefficient of variation (CV) | 0.54076315 |
| Kurtosis | -0.7169036 |
| Mean | 20.166667 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.58426677 |
| Sum | 484 |
| Variance | 118.92754 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 8 | 6 | |
| 16 | 5 | |
| 36 | 3 | |
| 24 | 3 | |
| 28 | 2 | 8.3% |
| 12 | 2 | 8.3% |
| 32 | 1 | 4.2% |
| 20 | 1 | 4.2% |
| 44 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 8 | 6 | |
| 12 | 2 | 8.3% |
| 16 | 5 | |
| 20 | 1 | 4.2% |
| 24 | 3 | |
| 28 | 2 | 8.3% |
| 32 | 1 | 4.2% |
| 36 | 3 | |
| 44 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 44 | 1 | 4.2% |
| 36 | 3 | |
| 32 | 1 | 4.2% |
| 28 | 2 | 8.3% |
| 24 | 3 | |
| 20 | 1 | 4.2% |
| 16 | 5 | |
| 12 | 2 | 8.3% |
| 8 | 6 |
Target Composition (%).Cr
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 384.0 B |
| 8 | |
|---|---|
| 12 | |
| 4 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.2083333 |
| Min length | 1 |
Characters and Unicode
| Total characters | 29 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 8 |
|---|---|
| 2nd row | 8 |
| 3rd row | 8 |
| 4th row | 8 |
| 5th row | 8 |
Common Values
| Value | Count | Frequency (%) |
| 8 | 17 | |
| 12 | 5 | 20.8% |
| 4 | 2 | 8.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 8 | 17 | |
| 12 | 5 | 20.8% |
| 4 | 2 | 8.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 17 | |
| 1 | 5 | 17.2% |
| 2 | 5 | 17.2% |
| 4 | 2 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 29 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 17 | |
| 1 | 5 | 17.2% |
| 2 | 5 | 17.2% |
| 4 | 2 | 6.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 29 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 17 | |
| 1 | 5 | 17.2% |
| 2 | 5 | 17.2% |
| 4 | 2 | 6.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8 | 17 | |
| 1 | 5 | 17.2% |
| 2 | 5 | 17.2% |
| 4 | 2 | 6.9% |
Target Composition (%).Fe
Real number (ℝ)
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | 29.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15 |
| Minimum | 8 |
|---|---|
| Maximum | 32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 8 |
| median | 12 |
| Q3 | 20 |
| 95-th percentile | 32 |
| Maximum | 32 |
| Range | 24 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.607378 |
|---|---|
| Coefficient of variation (CV) | 0.5738252 |
| Kurtosis | -0.23211913 |
| Mean | 15 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.0674819 |
| Sum | 360 |
| Variance | 74.086957 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 8 | 10 | |
| 12 | 5 | |
| 32 | 3 | 12.5% |
| 20 | 2 | 8.3% |
| 16 | 2 | 8.3% |
| 24 | 1 | 4.2% |
| 28 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 8 | 10 | |
| 12 | 5 | |
| 16 | 2 | 8.3% |
| 20 | 2 | 8.3% |
| 24 | 1 | 4.2% |
| 28 | 1 | 4.2% |
| 32 | 3 | 12.5% |
| Value | Count | Frequency (%) |
| 32 | 3 | 12.5% |
| 28 | 1 | 4.2% |
| 24 | 1 | 4.2% |
| 20 | 2 | 8.3% |
| 16 | 2 | 8.3% |
| 12 | 5 | |
| 8 | 10 |
Target Composition (%).Mn
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 384.0 B |
| 8 | |
|---|---|
| 12 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.4583333 |
| Min length | 1 |
Characters and Unicode
| Total characters | 35 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 8 |
|---|---|
| 2nd row | 12 |
| 3rd row | 12 |
| 4th row | 12 |
| 5th row | 8 |
Common Values
| Value | Count | Frequency (%) |
| 8 | 13 | |
| 12 | 11 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 8 | 13 | |
| 12 | 11 |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 13 | |
| 1 | 11 | |
| 2 | 11 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 35 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 13 | |
| 1 | 11 | |
| 2 | 11 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 35 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 13 | |
| 1 | 11 | |
| 2 | 11 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 35 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8 | 13 | |
| 1 | 11 | |
| 2 | 11 |
Target Composition (%).Ni
Real number (ℝ)
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | 29.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.833333 |
| Minimum | 20 |
|---|---|
| Maximum | 48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 36 |
| median | 40 |
| Q3 | 41 |
| 95-th percentile | 44 |
| Maximum | 48 |
| Range | 28 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 6.5651694 |
|---|---|
| Coefficient of variation (CV) | 0.17352871 |
| Kurtosis | 1.0787472 |
| Mean | 37.833333 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -1.0781618 |
| Sum | 908 |
| Variance | 43.101449 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 40 | 9 | |
| 44 | 5 | |
| 36 | 4 | |
| 28 | 3 | 12.5% |
| 32 | 1 | 4.2% |
| 48 | 1 | 4.2% |
| 20 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 20 | 1 | 4.2% |
| 28 | 3 | 12.5% |
| 32 | 1 | 4.2% |
| 36 | 4 | |
| 40 | 9 | |
| 44 | 5 | |
| 48 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 48 | 1 | 4.2% |
| 44 | 5 | |
| 40 | 9 | |
| 36 | 4 | |
| 32 | 1 | 4.2% |
| 28 | 3 | 12.5% |
| 20 | 1 | 4.2% |
Target Composition (%).V
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 16.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 384.0 B |
| 8 | |
|---|---|
| 12 | |
| 4 | |
| 16 | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.3333333 |
| Min length | 1 |
Characters and Unicode
| Total characters | 32 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 4.2% |
Sample
| 1st row | 8 |
|---|---|
| 2nd row | 12 |
| 3rd row | 8 |
| 4th row | 8 |
| 5th row | 8 |
Common Values
| Value | Count | Frequency (%) |
| 8 | 11 | |
| 12 | 7 | |
| 4 | 5 | |
| 16 | 1 | 4.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 8 | 11 | |
| 12 | 7 | |
| 4 | 5 | |
| 16 | 1 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 11 | |
| 1 | 8 | |
| 2 | 7 | |
| 4 | 5 | |
| 6 | 1 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 32 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 11 | |
| 1 | 8 | |
| 2 | 7 | |
| 4 | 5 | |
| 6 | 1 | 3.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 32 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 11 | |
| 1 | 8 | |
| 2 | 7 | |
| 4 | 5 | |
| 6 | 1 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 32 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8 | 11 | |
| 1 | 8 | |
| 2 | 7 | |
| 4 | 5 | |
| 6 | 1 | 3.1% |
Measured Composition (%).Al
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 384.0 B |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 24 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 24 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 24 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 24 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 24 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 24 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 24 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 24 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 24 |
Measured Composition (%).Co
Real number (ℝ)
HIGH CORRELATION UNIQUE ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.376496 |
| Minimum | 0 |
|---|---|
| Maximum | 43.465333 |
| Zeros | 1 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8.1072333 |
| Q1 | 8.3005 |
| median | 16.137286 |
| Q3 | 27.929667 |
| 95-th percentile | 35.906133 |
| Maximum | 43.465333 |
| Range | 43.465333 |
| Interquartile range (IQR) | 19.629167 |
Descriptive statistics
| Standard deviation | 11.499142 |
|---|---|
| Coefficient of variation (CV) | 0.59345829 |
| Kurtosis | -0.7437574 |
| Mean | 19.376496 |
| Median Absolute Deviation (MAD) | 7.9082601 |
| Skewness | 0.44768079 |
| Sum | 465.03591 |
| Variance | 132.23027 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 8.163333333 | 1 | 4.2% |
| 16.17928571 | 1 | 4.2% |
| 27.92866667 | 1 | 4.2% |
| 8.294 | 1 | 4.2% |
| 15.99133333 | 1 | 4.2% |
| 43.46533333 | 1 | 4.2% |
| 23.91466667 | 1 | 4.2% |
| 35.84266667 | 1 | 4.2% |
| 0 | 1 | 4.2% |
| 12.146 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 8.097333333 | 1 | |
| 8.163333333 | 1 | |
| 8.205384615 | 1 | |
| 8.252666667 | 1 | |
| 8.294 | 1 | |
| 8.302666667 | 1 | |
| 12.146 | 1 | |
| 12.26 | 1 | |
| 15.99133333 | 1 |
| Value | Count | Frequency (%) |
| 43.46533333 | 1 | |
| 35.91733333 | 1 | |
| 35.84266667 | 1 | |
| 35.71466667 | 1 | |
| 31.958 | 1 | |
| 27.93266667 | 1 | |
| 27.92866667 | 1 | |
| 24.22066667 | 1 | |
| 23.98266667 | 1 | |
| 23.91466667 | 1 |
Measured Composition (%).Cr
Real number (ℝ)
HIGH CORRELATION UNIQUE ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.563623 |
| Minimum | 0 |
|---|---|
| Maximum | 12.352667 |
| Zeros | 1 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.7453333 |
| Q1 | 8.2035 |
| median | 8.2417857 |
| Q3 | 8.2981667 |
| 95-th percentile | 12.343433 |
| Maximum | 12.352667 |
| Range | 12.352667 |
| Interquartile range (IQR) | 0.094666667 |
Descriptive statistics
| Standard deviation | 2.6769808 |
|---|---|
| Coefficient of variation (CV) | 0.3125991 |
| Kurtosis | 3.9722312 |
| Mean | 8.563623 |
| Median Absolute Deviation (MAD) | 0.046333333 |
| Skewness | -1.1159372 |
| Sum | 205.52695 |
| Variance | 7.1662265 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 8.292666667 | 1 | 4.2% |
| 8.243571429 | 1 | 4.2% |
| 12.29866667 | 1 | 4.2% |
| 4.163333333 | 1 | 4.2% |
| 12.35266667 | 1 | 4.2% |
| 12.262 | 1 | 4.2% |
| 12.35133333 | 1 | 4.2% |
| 8.181333333 | 1 | 4.2% |
| 0 | 1 | 4.2% |
| 8.258666667 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 4.163333333 | 1 | |
| 8.043333333 | 1 | |
| 8.158666667 | 1 | |
| 8.181333333 | 1 | |
| 8.2 | 1 | |
| 8.204666667 | 1 | |
| 8.219333333 | 1 | |
| 8.22 | 1 | |
| 8.220714286 | 1 |
| Value | Count | Frequency (%) |
| 12.35266667 | 1 | |
| 12.35133333 | 1 | |
| 12.29866667 | 1 | |
| 12.276 | 1 | |
| 12.262 | 1 | |
| 8.314666667 | 1 | |
| 8.292666667 | 1 | |
| 8.277333333 | 1 | |
| 8.268 | 1 | |
| 8.258666667 | 1 |
Measured Composition (%).Cu
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 384.0 B |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 24 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 24 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 24 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 24 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 24 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 24 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 24 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 24 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 24 |
Measured Composition (%).Fe
Real number (ℝ)
HIGH CORRELATION UNIQUE ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.757624 |
| Minimum | 0 |
|---|---|
| Maximum | 32.111333 |
| Zeros | 1 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8.066 |
| Q1 | 8.1513333 |
| median | 12.098 |
| Q3 | 20.100333 |
| 95-th percentile | 31.98 |
| Maximum | 32.111333 |
| Range | 32.111333 |
| Interquartile range (IQR) | 11.949 |
Descriptive statistics
| Standard deviation | 8.9883365 |
|---|---|
| Coefficient of variation (CV) | 0.60906394 |
| Kurtosis | -0.24412768 |
| Mean | 14.757624 |
| Median Absolute Deviation (MAD) | 3.9876667 |
| Skewness | 0.837731 |
| Sum | 354.18297 |
| Variance | 80.790193 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 24.02466667 | 1 | 4.2% |
| 8.172142857 | 1 | 4.2% |
| 8.1 | 1 | 4.2% |
| 31.994 | 1 | 4.2% |
| 12.07933333 | 1 | 4.2% |
| 8.120666667 | 1 | 4.2% |
| 16.15666667 | 1 | 4.2% |
| 8.172666667 | 1 | 4.2% |
| 0 | 1 | 4.2% |
| 8.144666667 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 8.06 | 1 | |
| 8.1 | 1 | |
| 8.120666667 | 1 | |
| 8.144666667 | 1 | |
| 8.147333333 | 1 | |
| 8.152666667 | 1 | |
| 8.156666667 | 1 | |
| 8.172142857 | 1 | |
| 8.172666667 | 1 |
| Value | Count | Frequency (%) |
| 32.11133333 | 1 | |
| 31.994 | 1 | |
| 31.90066667 | 1 | |
| 27.86692308 | 1 | |
| 24.02466667 | 1 | |
| 20.11733333 | 1 | |
| 20.09466667 | 1 | |
| 16.15666667 | 1 | |
| 16.116 | 1 | |
| 12.15 | 1 |
Measured Composition (%).Mn
Real number (ℝ)
HIGH CORRELATION UNIQUE ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.5133289 |
| Minimum | 0 |
|---|---|
| Maximum | 12.357333 |
| Zeros | 1 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8.1196667 |
| Q1 | 8.1643333 |
| median | 8.2136667 |
| Q3 | 12.159667 |
| 95-th percentile | 12.302333 |
| Maximum | 12.357333 |
| Range | 12.357333 |
| Interquartile range (IQR) | 3.9953333 |
Descriptive statistics
| Standard deviation | 2.8464022 |
|---|---|
| Coefficient of variation (CV) | 0.29920149 |
| Kurtosis | 4.1009532 |
| Mean | 9.5133289 |
| Median Absolute Deviation (MAD) | 0.082333333 |
| Skewness | -1.4327674 |
| Sum | 228.31989 |
| Variance | 8.1020053 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 8.163333333 | 1 | 4.2% |
| 12.10214286 | 1 | 4.2% |
| 8.19 | 1 | 4.2% |
| 8.148 | 1 | 4.2% |
| 8.150666667 | 1 | 4.2% |
| 12.19266667 | 1 | 4.2% |
| 8.164666667 | 1 | 4.2% |
| 12.26266667 | 1 | 4.2% |
| 0 | 1 | 4.2% |
| 12.11866667 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 8.114666667 | 1 | |
| 8.148 | 1 | |
| 8.150666667 | 1 | |
| 8.153846154 | 1 | |
| 8.163333333 | 1 | |
| 8.164666667 | 1 | |
| 8.168666667 | 1 | |
| 8.173333333 | 1 | |
| 8.18 | 1 |
| Value | Count | Frequency (%) |
| 12.35733333 | 1 | |
| 12.30933333 | 1 | |
| 12.26266667 | 1 | |
| 12.242 | 1 | |
| 12.20857143 | 1 | |
| 12.19266667 | 1 | |
| 12.14866667 | 1 | |
| 12.11866667 | 1 | |
| 12.10933333 | 1 | |
| 12.10214286 | 1 |
Measured Composition (%).Ni
Real number (ℝ)
HIGH CORRELATION UNIQUE ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.45986 |
| Minimum | 0 |
|---|---|
| Maximum | 47.146 |
| Zeros | 1 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 20.984967 |
| Q1 | 34.226667 |
| median | 39.144524 |
| Q3 | 40.306552 |
| 95-th percentile | 43.200833 |
| Maximum | 47.146 |
| Range | 47.146 |
| Interquartile range (IQR) | 6.0798855 |
Descriptive statistics
| Standard deviation | 9.9006595 |
|---|---|
| Coefficient of variation (CV) | 0.27920752 |
| Kurtosis | 6.4981595 |
| Mean | 35.45986 |
| Median Absolute Deviation (MAD) | 3.8635238 |
| Skewness | -2.235123 |
| Sum | 851.03664 |
| Variance | 98.023058 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 43.164 | 1 | 4.2% |
| 42.98928571 | 1 | 4.2% |
| 35.28066667 | 1 | 4.2% |
| 39.206 | 1 | 4.2% |
| 39.258 | 1 | 4.2% |
| 19.87066667 | 1 | 4.2% |
| 35.28133333 | 1 | 4.2% |
| 27.36733333 | 1 | 4.2% |
| 0 | 1 | 4.2% |
| 47.146 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 19.87066667 | 1 | |
| 27.29933333 | 1 | |
| 27.36733333 | 1 | |
| 27.70533333 | 1 | |
| 31.06466667 | 1 | |
| 35.28066667 | 1 | |
| 35.28133333 | 1 | |
| 35.32333333 | 1 | |
| 35.43733333 | 1 |
| Value | Count | Frequency (%) |
| 47.146 | 1 | |
| 43.20733333 | 1 | |
| 43.164 | 1 | |
| 43.15866667 | 1 | |
| 43.08933333 | 1 | |
| 42.98928571 | 1 | |
| 39.41230769 | 1 | |
| 39.258 | 1 | |
| 39.21533333 | 1 | |
| 39.206 | 1 |
Measured Composition (%).V
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.1627163 |
| Minimum | 0 |
|---|---|
| Maximum | 12.31 |
| Zeros | 1 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.0842333 |
| Q1 | 7.1376667 |
| median | 8.1916667 |
| Q3 | 12.108964 |
| 95-th percentile | 12.259667 |
| Maximum | 12.31 |
| Range | 12.31 |
| Interquartile range (IQR) | 4.9712976 |
Descriptive statistics
| Standard deviation | 3.380066 |
|---|---|
| Coefficient of variation (CV) | 0.41408594 |
| Kurtosis | -0.12674881 |
| Mean | 8.1627163 |
| Median Absolute Deviation (MAD) | 3.9335952 |
| Skewness | -0.51566357 |
| Sum | 195.90519 |
| Variance | 11.424846 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 8.198666667 | 2 | 8.3% |
| 4.121333333 | 1 | 4.2% |
| 8.195333333 | 1 | 4.2% |
| 12.168 | 1 | 4.2% |
| 4.090666667 | 1 | 4.2% |
| 4.130666667 | 1 | 4.2% |
| 8.177333333 | 1 | 4.2% |
| 0 | 1 | 4.2% |
| 12.186 | 1 | 4.2% |
| 12.09266667 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 4.083333333 | 1 | |
| 4.089333333 | 1 | |
| 4.090666667 | 1 | |
| 4.121333333 | 1 | |
| 4.130666667 | 1 | |
| 8.14 | 1 | |
| 8.166 | 1 | |
| 8.176666667 | 1 | |
| 8.177333333 | 1 |
| Value | Count | Frequency (%) |
| 12.31 | 1 | |
| 12.27266667 | 1 | |
| 12.186 | 1 | |
| 12.168 | 1 | |
| 12.16266667 | 1 | |
| 12.15785714 | 1 | |
| 12.09266667 | 1 | |
| 8.216 | 1 | |
| 8.200666667 | 1 | |
| 8.198666667 | 2 |
XRD.Phase
Categorical
CONSTANT MISSING
| Distinct | 1 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 1 |
| Missing (%) | 4.2% |
| Memory size | 384.0 B |
| FCC |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 69 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | FCC |
|---|---|
| 2nd row | FCC |
| 3rd row | FCC |
| 4th row | FCC |
| 5th row | FCC |
Common Values
| Value | Count | Frequency (%) |
| FCC | 23 | |
| (Missing) | 1 | 4.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fcc | 23 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 46 | |
| F | 23 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 69 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 46 | |
| F | 23 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 69 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 46 | |
| F | 23 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 69 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 46 | |
| F | 23 |
XRD.Lattice Parameters
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5844896 |
| Minimum | 3.5698102 |
|---|---|
| Maximum | 3.5967216 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 3.5698102 |
|---|---|
| 5-th percentile | 3.5730697 |
| Q1 | 3.5785232 |
| median | 3.5850582 |
| Q3 | 3.5907875 |
| 95-th percentile | 3.5952489 |
| Maximum | 3.5967216 |
| Range | 0.0269114 |
| Interquartile range (IQR) | 0.01226425 |
Descriptive statistics
| Standard deviation | 0.0080395439 |
|---|---|
| Coefficient of variation (CV) | 0.0022428699 |
| Kurtosis | -1.0567386 |
| Mean | 3.5844896 |
| Median Absolute Deviation (MAD) | 0.0062808 |
| Skewness | -0.32314266 |
| Sum | 82.44326 |
| Variance | 6.4634266 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 3.592027 | 1 | 4.2% |
| 3.5967216 | 1 | 4.2% |
| 3.583352 | 1 | 4.2% |
| 3.591339 | 1 | 4.2% |
| 3.5871623 | 1 | 4.2% |
| 3.5698102 | 1 | 4.2% |
| 3.5758352 | 1 | 4.2% |
| 3.57356 | 1 | 4.2% |
| 3.5953739 | 1 | 4.2% |
| 3.5850582 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 3.5698102 | 1 | |
| 3.5730152 | 1 | |
| 3.57356 | 1 | |
| 3.5736487 | 1 | |
| 3.5738897 | 1 | |
| 3.5758352 | 1 | |
| 3.5812113 | 1 | |
| 3.5815904 | 1 | |
| 3.582482 | 1 | |
| 3.583352 | 1 |
| Value | Count | Frequency (%) |
| 3.5967216 | 1 | |
| 3.5953739 | 1 | |
| 3.5941243 | 1 | |
| 3.592766 | 1 | |
| 3.592027 | 1 | |
| 3.591339 | 1 | |
| 3.590236 | 1 | |
| 3.5902166 | 1 | |
| 3.5877101 | 1 | |
| 3.587536 | 1 |
Elastic Modulus (Average)
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 224.01509 |
| Minimum | 190.83507 |
|---|---|
| Maximum | 259.14268 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 190.83507 |
|---|---|
| 5-th percentile | 196.8504 |
| Q1 | 212.97009 |
| median | 223.30391 |
| Q3 | 235.84749 |
| 95-th percentile | 246.60965 |
| Maximum | 259.14268 |
| Range | 68.307612 |
| Interquartile range (IQR) | 22.877393 |
Descriptive statistics
| Standard deviation | 16.837647 |
|---|---|
| Coefficient of variation (CV) | 0.075163001 |
| Kurtosis | -0.25951697 |
| Mean | 224.01509 |
| Median Absolute Deviation (MAD) | 11.98845 |
| Skewness | 0.030427756 |
| Sum | 5152.3472 |
| Variance | 283.50635 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 215.5451104 | 1 | 4.2% |
| 221.3794206 | 1 | 4.2% |
| 259.1426819 | 1 | 4.2% |
| 190.8350702 | 1 | 4.2% |
| 225.3040484 | 1 | 4.2% |
| 245.2299385 | 1 | 4.2% |
| 211.7628001 | 1 | 4.2% |
| 239.4372429 | 1 | 4.2% |
| 223.3039135 | 1 | 4.2% |
| 242.1826928 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 190.8350702 | 1 | |
| 195.8711955 | 1 | |
| 205.6632035 | 1 | |
| 208.6285894 | 1 | |
| 209.3205343 | 1 | |
| 211.7628001 | 1 | |
| 214.1773853 | 1 | |
| 215.5451104 | 1 | |
| 216.5645491 | 1 | |
| 221.1285993 | 1 |
| Value | Count | Frequency (%) |
| 259.1426819 | 1 | |
| 246.762953 | 1 | |
| 245.2299385 | 1 | |
| 242.1826928 | 1 | |
| 239.4372429 | 1 | |
| 236.4026076 | 1 | |
| 235.2923632 | 1 | |
| 233.4486797 | 1 | |
| 227.6259295 | 1 | |
| 227.3376607 | 1 |
Elongation (Average)
Categorical
CONSTANT MISSING
| Distinct | 1 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 1 |
| Missing (%) | 4.2% |
| Memory size | 384.0 B |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 69 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 23 | |
| (Missing) | 1 | 4.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 23 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 46 | |
| . | 23 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 46 | |
| Other Punctuation | 23 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 46 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 23 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 69 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 46 | |
| . | 23 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 69 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 46 | |
| . | 23 |
Maximum ∂2σ/∂ε2 (Average)
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2133.9189 |
| Minimum | -43248.952 |
|---|---|
| Maximum | 3656.5126 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 10 |
| Negative (%) | 41.7% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | -43248.952 |
|---|---|
| 5-th percentile | -16269.064 |
| Q1 | -994.37848 |
| median | 261.01651 |
| Q3 | 1594.2013 |
| 95-th percentile | 3575.9836 |
| Maximum | 3656.5126 |
| Range | 46905.465 |
| Interquartile range (IQR) | 2588.5797 |
Descriptive statistics
| Standard deviation | 9922.9144 |
|---|---|
| Coefficient of variation (CV) | -4.6500897 |
| Kurtosis | 14.542944 |
| Mean | -2133.9189 |
| Median Absolute Deviation (MAD) | 1266.9205 |
| Skewness | -3.67993 |
| Sum | -49080.135 |
| Variance | 98464230 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 3601.234057 | 1 | 4.2% |
| -43248.95243 | 1 | 4.2% |
| 1120.507149 | 1 | 4.2% |
| 261.0165111 | 1 | 4.2% |
| -26.22698389 | 1 | 4.2% |
| 706.6345039 | 1 | 4.2% |
| 3348.72907 | 1 | 4.2% |
| -2633.687195 | 1 | 4.2% |
| -982.8530149 | 1 | 4.2% |
| -1005.903941 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| -43248.95243 | 1 | |
| -17687.03614 | 1 | |
| -3507.314556 | 1 | |
| -2633.687195 | 1 | |
| -1922.005075 | 1 | |
| -1005.903941 | 1 | |
| -982.8530149 | 1 | |
| -826.8586324 | 1 | |
| -659.1002921 | 1 | |
| -26.22698389 | 1 |
| Value | Count | Frequency (%) |
| 3656.512584 | 1 | |
| 3601.234057 | 1 | |
| 3348.72907 | 1 | |
| 2776.391124 | 1 | |
| 2730.328359 | 1 | |
| 1668.491422 | 1 | |
| 1519.911103 | 1 | |
| 1205.505111 | 1 | |
| 1120.507149 | 1 | |
| 719.2577783 | 1 |
UTS/YS Ratio (Average)
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7339825 |
| Minimum | 1.6438262 |
|---|---|
| Maximum | 4.6121367 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 1.6438262 |
|---|---|
| 5-th percentile | 2.1084312 |
| Q1 | 3.5359917 |
| median | 3.9328774 |
| Q3 | 4.2702731 |
| 95-th percentile | 4.595813 |
| Maximum | 4.6121367 |
| Range | 2.9683105 |
| Interquartile range (IQR) | 0.73428137 |
Descriptive statistics
| Standard deviation | 0.77837461 |
|---|---|
| Coefficient of variation (CV) | 0.20845695 |
| Kurtosis | 1.6134495 |
| Mean | 3.7339825 |
| Median Absolute Deviation (MAD) | 0.36745167 |
| Skewness | -1.3959023 |
| Sum | 85.881598 |
| Variance | 0.60586704 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 4.3003291 | 1 | 4.2% |
| 2.051179515 | 1 | 4.2% |
| 3.951936333 | 1 | 4.2% |
| 3.812527179 | 1 | 4.2% |
| 3.790421067 | 1 | 4.2% |
| 4.240217116 | 1 | 4.2% |
| 4.612136673 | 1 | 4.2% |
| 2.921949528 | 1 | 4.2% |
| 2.623696009 | 1 | 4.2% |
| 3.872171135 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 1.643826197 | 1 | |
| 2.051179515 | 1 | |
| 2.623696009 | 1 | |
| 2.921949528 | 1 | |
| 3.240430924 | 1 | |
| 3.496943406 | 1 | |
| 3.575040073 | 1 | |
| 3.790421067 | 1 | |
| 3.812527179 | 1 | |
| 3.830501324 | 1 |
| Value | Count | Frequency (%) |
| 4.612136673 | 1 | |
| 4.606211519 | 1 | |
| 4.502226417 | 1 | |
| 4.395187031 | 1 | |
| 4.31559667 | 1 | |
| 4.3003291 | 1 | |
| 4.240217116 | 1 | |
| 4.090320868 | 1 | |
| 4.045374931 | 1 | |
| 4.030497734 | 1 |
Ultimate Tensile Strength (Average)
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 862.13712 |
| Minimum | 617.96629 |
|---|---|
| Maximum | 1057.3236 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 617.96629 |
|---|---|
| 5-th percentile | 697.72971 |
| Q1 | 768.17432 |
| median | 830.96369 |
| Q3 | 982.11003 |
| 95-th percentile | 1054.0351 |
| Maximum | 1057.3236 |
| Range | 439.35732 |
| Interquartile range (IQR) | 213.93572 |
Descriptive statistics
| Standard deviation | 130.93456 |
|---|---|
| Coefficient of variation (CV) | 0.15187208 |
| Kurtosis | -1.001972 |
| Mean | 862.13712 |
| Median Absolute Deviation (MAD) | 82.566648 |
| Skewness | 0.13629993 |
| Sum | 19829.154 |
| Variance | 17143.859 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 755.7763289 | 1 | 4.2% |
| 696.5249894 | 1 | 4.2% |
| 895.6656926 | 1 | 4.2% |
| 780.5723014 | 1 | 4.2% |
| 1054.173142 | 1 | 4.2% |
| 864.8776567 | 1 | 4.2% |
| 791.0362753 | 1 | 4.2% |
| 823.900857 | 1 | 4.2% |
| 721.0611784 | 1 | 4.2% |
| 1052.793103 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 617.9662862 | 1 | |
| 696.5249894 | 1 | |
| 708.5721574 | 1 | |
| 721.0611784 | 1 | |
| 748.3970437 | 1 | |
| 755.7763289 | 1 | |
| 780.5723014 | 1 | |
| 791.0362753 | 1 | |
| 800.9524422 | 1 | |
| 818.9677998 | 1 |
| Value | Count | Frequency (%) |
| 1057.323601 | 1 | |
| 1054.173142 | 1 | |
| 1052.793103 | 1 | |
| 1029.209881 | 1 | |
| 1027.431771 | 1 | |
| 1027.114459 | 1 | |
| 937.1056026 | 1 | |
| 897.9108657 | 1 | |
| 895.6656926 | 1 | |
| 890.8566537 | 1 |
Yield Strength (Average)
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 240.26717 |
| Minimum | 161.2184 |
|---|---|
| Maximum | 375.53677 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 161.2184 |
|---|---|
| 5-th percentile | 172.04578 |
| Q1 | 196.86517 |
| median | 245.0309 |
| Q3 | 273.68432 |
| 95-th percentile | 332.05891 |
| Maximum | 375.53677 |
| Range | 214.31836 |
| Interquartile range (IQR) | 76.81914 |
Descriptive statistics
| Standard deviation | 54.495521 |
|---|---|
| Coefficient of variation (CV) | 0.22681218 |
| Kurtosis | 0.2477374 |
| Mean | 240.26717 |
| Median Absolute Deviation (MAD) | 40.081458 |
| Skewness | 0.61897018 |
| Sum | 5526.145 |
| Variance | 2969.7618 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 175.7510535 | 1 | 4.2% |
| 336.2854607 | 1 | 4.2% |
| 226.0697548 | 1 | 4.2% |
| 204.9494414 | 1 | 4.2% |
| 278.1384051 | 1 | 4.2% |
| 204.2331112 | 1 | 4.2% |
| 171.6340795 | 1 | 4.2% |
| 280.848778 | 1 | 4.2% |
| 275.2505391 | 1 | 4.2% |
| 272.118091 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 161.2184029 | 1 | |
| 171.6340795 | 1 | |
| 175.7510535 | 1 | |
| 180.4251687 | 1 | |
| 185.1793879 | 1 | |
| 195.83826 | 1 | |
| 197.8920893 | 1 | |
| 204.2331112 | 1 | |
| 204.9494414 | 1 | |
| 226.0697548 | 1 |
| Value | Count | Frequency (%) |
| 375.5367675 | 1 | |
| 336.2854607 | 1 | |
| 294.0199612 | 1 | |
| 280.848778 | 1 | |
| 278.1384051 | 1 | |
| 275.2505391 | 1 | |
| 272.118091 | 1 | |
| 262.1828433 | 1 | |
| 261.2720432 | 1 | |
| 255.3718761 | 1 |
| Target Composition (%).Co | Target Composition (%).Fe | Target Composition (%).Ni | Measured Composition (%).Co | Measured Composition (%).Cr | Measured Composition (%).Fe | Measured Composition (%).Mn | Measured Composition (%).Ni | Measured Composition (%).V | XRD.Lattice Parameters | Elastic Modulus (Average) | Maximum ∂2σ/∂ε2 (Average) | UTS/YS Ratio (Average) | Ultimate Tensile Strength (Average) | Yield Strength (Average) | Target Composition (%).Cr | Target Composition (%).Mn | Target Composition (%).V | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Target Composition (%).Co | 1.000 | -0.797 | -0.809 | 0.905 | 0.217 | -0.724 | 0.328 | -0.791 | -0.021 | -0.753 | 0.773 | -0.142 | 0.136 | 0.545 | 0.182 | 0.501 | 0.487 | 0.584 |
| Target Composition (%).Fe | -0.797 | 1.000 | 0.417 | -0.656 | -0.106 | 0.958 | -0.327 | 0.516 | -0.303 | 0.405 | -0.803 | 0.284 | 0.121 | -0.416 | -0.391 | 0.000 | 0.440 | 0.000 |
| Target Composition (%).Ni | -0.809 | 0.417 | 1.000 | -0.765 | -0.220 | 0.345 | -0.235 | 0.893 | 0.287 | 0.736 | -0.576 | -0.015 | -0.278 | -0.367 | 0.026 | 0.340 | 0.460 | 0.000 |
| Measured Composition (%).Co | 0.905 | -0.656 | -0.765 | 1.000 | 0.316 | -0.526 | 0.427 | -0.621 | 0.123 | -0.741 | 0.738 | -0.217 | 0.074 | 0.519 | 0.254 | 0.501 | 0.487 | 0.584 |
| Measured Composition (%).Cr | 0.217 | -0.106 | -0.220 | 0.316 | 1.000 | -0.105 | 0.010 | -0.081 | 0.095 | -0.160 | 0.101 | 0.144 | 0.218 | 0.059 | -0.096 | 0.976 | 0.160 | 0.584 |
| Measured Composition (%).Fe | -0.724 | 0.958 | 0.345 | -0.526 | -0.105 | 1.000 | -0.155 | 0.486 | -0.269 | 0.413 | -0.819 | 0.175 | 0.040 | -0.484 | -0.303 | 0.311 | 0.395 | 0.556 |
| Measured Composition (%).Mn | 0.328 | -0.327 | -0.235 | 0.427 | 0.010 | -0.155 | 1.000 | -0.124 | 0.164 | 0.016 | 0.271 | -0.256 | -0.180 | -0.055 | 0.159 | 0.466 | 0.977 | 0.667 |
| Measured Composition (%).Ni | -0.791 | 0.516 | 0.893 | -0.621 | -0.081 | 0.486 | -0.124 | 1.000 | 0.360 | 0.692 | -0.582 | 0.103 | -0.171 | -0.339 | -0.084 | 0.565 | 0.496 | 0.557 |
| Measured Composition (%).V | -0.021 | -0.303 | 0.287 | 0.123 | 0.095 | -0.269 | 0.164 | 0.360 | 1.000 | 0.408 | 0.290 | -0.429 | -0.479 | 0.312 | 0.524 | 0.510 | 0.000 | 1.000 |
| XRD.Lattice Parameters | -0.753 | 0.405 | 0.736 | -0.741 | -0.160 | 0.413 | 0.016 | 0.692 | 0.408 | 1.000 | -0.458 | -0.236 | -0.444 | -0.558 | 0.117 | 0.123 | 0.376 | 0.480 |
| Elastic Modulus (Average) | 0.773 | -0.803 | -0.576 | 0.738 | 0.101 | -0.819 | 0.271 | -0.582 | 0.290 | -0.458 | 1.000 | -0.253 | -0.045 | 0.560 | 0.286 | 0.277 | 0.415 | 0.151 |
| Maximum ∂2σ/∂ε2 (Average) | -0.142 | 0.284 | -0.015 | -0.217 | 0.144 | 0.175 | -0.256 | 0.103 | -0.429 | -0.236 | -0.253 | 1.000 | 0.904 | -0.023 | -0.886 | 0.000 | 0.404 | 0.115 |
| UTS/YS Ratio (Average) | 0.136 | 0.121 | -0.278 | 0.074 | 0.218 | 0.040 | -0.180 | -0.171 | -0.479 | -0.444 | -0.045 | 0.904 | 1.000 | 0.144 | -0.872 | 0.000 | 0.221 | 0.288 |
| Ultimate Tensile Strength (Average) | 0.545 | -0.416 | -0.367 | 0.519 | 0.059 | -0.484 | -0.055 | -0.339 | 0.312 | -0.558 | 0.560 | -0.023 | 0.144 | 1.000 | 0.196 | 0.000 | 0.000 | 0.267 |
| Yield Strength (Average) | 0.182 | -0.391 | 0.026 | 0.254 | -0.096 | -0.303 | 0.159 | -0.084 | 0.524 | 0.117 | 0.286 | -0.886 | -0.872 | 0.196 | 1.000 | 0.161 | 0.355 | 0.435 |
| Target Composition (%).Cr | 0.501 | 0.000 | 0.340 | 0.501 | 0.976 | 0.311 | 0.466 | 0.565 | 0.510 | 0.123 | 0.277 | 0.000 | 0.000 | 0.000 | 0.161 | 1.000 | 0.000 | 0.510 |
| Target Composition (%).Mn | 0.487 | 0.440 | 0.460 | 0.487 | 0.160 | 0.395 | 0.977 | 0.496 | 0.000 | 0.376 | 0.415 | 0.404 | 0.221 | 0.000 | 0.355 | 0.000 | 1.000 | 0.000 |
| Target Composition (%).V | 0.584 | 0.000 | 0.000 | 0.584 | 0.584 | 0.556 | 0.667 | 0.557 | 1.000 | 0.480 | 0.151 | 0.115 | 0.288 | 0.267 | 0.435 | 0.510 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Target Composition (%).Co | Target Composition (%).Cr | Target Composition (%).Fe | Target Composition (%).Mn | Target Composition (%).Ni | Target Composition (%).V | Measured Composition (%).Al | Measured Composition (%).Co | Measured Composition (%).Cr | Measured Composition (%).Cu | Measured Composition (%).Fe | Measured Composition (%).Mn | Measured Composition (%).Ni | Measured Composition (%).V | XRD.Phase | XRD.Lattice Parameters | Elastic Modulus (Average) | Elongation (Average) | Maximum ∂2σ/∂ε2 (Average) | UTS/YS Ratio (Average) | Ultimate Tensile Strength (Average) | Yield Strength (Average) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CBA01_VAM-A | 8 | 8 | 24 | 8 | 44 | 8 | 0 | 8.163333 | 8.292667 | 0 | 24.024667 | 8.163333 | 43.164000 | 8.198667 | FCC | 3.592027 | 215.545110 | 0.0 | 3601.234057 | 4.300329 | 755.776329 | 175.751054 |
| CBA02_VAM-A | 16 | 8 | 8 | 12 | 44 | 12 | 0 | 16.179286 | 8.243571 | 0 | 8.172143 | 12.102143 | 42.989286 | 12.310000 | FCC | 3.596722 | 221.379421 | 0.0 | -43248.952428 | 2.051180 | 696.524989 | 336.285461 |
| CBA03_VAM-A | 32 | 8 | 8 | 12 | 32 | 8 | 0 | 31.958000 | 8.314667 | 0 | 8.152667 | 12.309333 | 31.064667 | 8.200667 | FCC | 3.581590 | 236.402608 | 0.0 | -659.100292 | 3.932877 | 1027.431771 | 261.272043 |
| CBA04_VAM-A | 8 | 8 | 20 | 12 | 44 | 8 | 0 | 8.097333 | 8.043333 | 0 | 20.117333 | 12.357333 | 43.207333 | 8.176667 | FCC | 3.592766 | 205.663204 | 0.0 | 2730.328359 | 4.045375 | 748.397044 | 185.179388 |
| CBA05_VAM-A | 16 | 8 | 16 | 8 | 44 | 8 | 0 | 16.116000 | 8.219333 | 0 | 16.116000 | 8.196000 | 43.158667 | 8.188000 | FCC | 3.581211 | 209.320534 | 0.0 | 105.284726 | 3.575040 | 937.105603 | 262.182843 |
| CBA06_VAM-A | 8 | 8 | 32 | 8 | 40 | 4 | 0 | 8.302667 | 8.258000 | 0 | 32.111333 | 8.168667 | 39.069333 | 4.089333 | FCC | 3.590217 | 208.628589 | 0.0 | -17687.036145 | 1.643826 | 617.966286 | 375.536768 |
| CBA07_VAM-A | 16 | 8 | 12 | 12 | 40 | 12 | 0 | 15.992000 | 8.222000 | 0 | 12.086667 | 12.242000 | 39.183333 | 12.272667 | FCC | 3.594124 | 227.625929 | 0.0 | -3507.314556 | 3.240431 | 818.967800 | 252.443828 |
| CBA08_VAM-A | 16 | 8 | 12 | 12 | 40 | 12 | 0 | 16.158571 | 8.220714 | 0 | 12.148571 | 12.208571 | 39.105714 | 12.157857 | FCC | 3.587536 | 221.128599 | 0.0 | 719.257778 | 4.030498 | 1029.209881 | 255.371876 |
| CBA09_VAM-A | 28 | 12 | 12 | 8 | 36 | 4 | 0 | 27.932667 | 12.276000 | 0 | 12.150000 | 8.234000 | 35.323333 | 4.083333 | FCC | 3.573890 | 214.177385 | 0.0 | 1205.505111 | 4.606212 | 830.963691 | 180.425169 |
| CBA10_VAM-A | 12 | 8 | 20 | 8 | 44 | 8 | 0 | 12.260000 | 8.200000 | 0 | 20.094667 | 8.173333 | 43.089333 | 8.182667 | FCC | 3.587710 | 227.337661 | 0.0 | -826.858632 | 3.830501 | 897.910866 | 234.454769 |
| Target Composition (%).Co | Target Composition (%).Cr | Target Composition (%).Fe | Target Composition (%).Mn | Target Composition (%).Ni | Target Composition (%).V | Measured Composition (%).Al | Measured Composition (%).Co | Measured Composition (%).Cr | Measured Composition (%).Cu | Measured Composition (%).Fe | Measured Composition (%).Mn | Measured Composition (%).Ni | Measured Composition (%).V | XRD.Phase | XRD.Lattice Parameters | Elastic Modulus (Average) | Elongation (Average) | Maximum ∂2σ/∂ε2 (Average) | UTS/YS Ratio (Average) | Ultimate Tensile Strength (Average) | Yield Strength (Average) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CBA15_VAM-A | 24 | 8 | 12 | 8 | 36 | 12 | 0 | 23.982667 | 8.204667 | 0 | 12.109333 | 8.180000 | 35.437333 | 12.092667 | FCC | 3.585058 | 242.182693 | 0.0 | -1005.903941 | 3.872171 | 1052.793103 | 272.118091 |
| CBA16_VAM-A | 12 | 8 | 8 | 12 | 48 | 12 | 0 | 12.146000 | 8.258667 | 0 | 8.144667 | 12.118667 | 47.146000 | 12.186000 | FCC | 3.595374 | 223.303913 | 0.0 | -982.853015 | 2.623696 | 721.061178 | 275.250539 |
| CBA17_VAM-A | 20 | 4 | 8 | 12 | 40 | 16 | 0 | 0.000000 | 0.000000 | 0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| CBA18_VAM-A | 36 | 8 | 8 | 12 | 28 | 8 | 0 | 35.842667 | 8.181333 | 0 | 8.172667 | 12.262667 | 27.367333 | 8.177333 | FCC | 3.573560 | 239.437243 | 0.0 | -2633.687195 | 2.921950 | 823.900857 | 280.848778 |
| CBA19_VAM-A | 24 | 12 | 16 | 8 | 36 | 4 | 0 | 23.914667 | 12.351333 | 0 | 16.156667 | 8.164667 | 35.281333 | 4.130667 | FCC | 3.575835 | 211.762800 | 0.0 | 3348.729070 | 4.612137 | 791.036275 | 171.634079 |
| CBA20_VAM-A | 44 | 12 | 8 | 12 | 20 | 4 | 0 | 43.465333 | 12.262000 | 0 | 8.120667 | 12.192667 | 19.870667 | 4.090667 | FCC | 3.569810 | 245.229939 | 0.0 | 706.634504 | 4.240217 | 864.877657 | 204.233111 |
| CBA21_VAM-A | 16 | 12 | 12 | 8 | 40 | 12 | 0 | 15.991333 | 12.352667 | 0 | 12.079333 | 8.150667 | 39.258000 | 12.168000 | FCC | 3.587162 | 225.304048 | 0.0 | -26.226984 | 3.790421 | 1054.173142 | 278.138405 |
| CBA22_VAM-A | 8 | 4 | 32 | 8 | 40 | 8 | 0 | 8.294000 | 4.163333 | 0 | 31.994000 | 8.148000 | 39.206000 | 8.195333 | FCC | 3.591339 | 190.835070 | 0.0 | 261.016511 | 3.812527 | 780.572301 | 204.949441 |
| CBA23_VAM-A | 28 | 12 | 8 | 8 | 36 | 8 | 0 | 27.928667 | 12.298667 | 0 | 8.100000 | 8.190000 | 35.280667 | 8.198667 | FCC | 3.583352 | 259.142682 | 0.0 | 1120.507149 | 3.951936 | 895.665693 | 226.069755 |
| CBA24_VAM-A | 36 | 8 | 8 | 12 | 28 | 8 | 0 | 35.917333 | 8.268000 | 0 | 8.156667 | 12.148667 | 27.299333 | 8.216000 | FCC | 3.582482 | 235.292363 | 0.0 | -1922.005075 | 3.496943 | 1027.114459 | 294.019961 |